Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	284807
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	773
Duplicate rows (%)	0.3%
Total size in memory	67.4 MiB
Average record size in memory	248.0 B

Variable types

Numeric	30
Categorical	1

Alerts

Dataset has 773 (0.3%) duplicate rows	Duplicates
`V2` is highly overall correlated with `Amount`	High correlation
`V10` is highly overall correlated with `Class`	High correlation
`V11` is highly overall correlated with `Class`	High correlation
`V12` is highly overall correlated with `Class`	High correlation
`V14` is highly overall correlated with `Class`	High correlation
`V16` is highly overall correlated with `Class`	High correlation
`V17` is highly overall correlated with `Class`	High correlation
`V18` is highly overall correlated with `Class`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`Amount` is highly overall correlated with `V2`	High correlation
`Class` is highly overall correlated with `V10` and 6 other fields	High correlation
`Class` is highly imbalanced (98.2%)	Imbalance

Reproduction

Analysis started	2024-03-16 14:03:36.975510
Analysis finished	2024-03-16 14:08:09.115291
Duration	4 minutes and 32.14 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

Time
Real number (ℝ)

Distinct	124592
Distinct (%)	43.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94813.86

Minimum	0
Maximum	172792
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	25297.6
Q1	54201.5
median	84692
Q3	139320.5
95-th percentile	164143.4
Maximum	172792
Range	172792
Interquartile range (IQR)	85119

Descriptive statistics

Standard deviation	47488.146
Coefficient of variation (CV)	0.50085659
Kurtosis	-1.2935301
Mean	94813.86
Median Absolute Deviation (MAD)	42666
Skewness	-0.035567618
Sum	2.7003651 × 10¹⁰
Variance	2.255124 × 10⁹
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
163152	36	< 0.1%
64947	26	< 0.1%
68780	25	< 0.1%
3767	21	< 0.1%
3770	20	< 0.1%
3750	19	< 0.1%
19912	19	< 0.1%
140347	19	< 0.1%
128860	19	< 0.1%
143083	18	< 0.1%
Other values (124582)	284585	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	3	< 0.1%
11	1	< 0.1%
12	3	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
172792	1	< 0.1%
172788	2	< 0.1%
172787	1	< 0.1%
172786	1	< 0.1%
172785	1	< 0.1%
172784	1	< 0.1%
172783	1	< 0.1%
172782	2	< 0.1%
172780	1	< 0.1%
172778	1	< 0.1%

V1
Real number (ℝ)

Distinct	275653
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7590985 × 10^-12

Minimum	-56.40751
Maximum	2.45493
Zeros	0
Zeros (%)	0.0%
Negative	141456
Negative (%)	49.7%
Memory size	2.2 MiB

Quantile statistics

Minimum	-56.40751
5-th percentile	-2.8991468
Q1	-0.92037338
median	0.018108799
Q3	1.3156417
95-th percentile	2.0812231
Maximum	2.45493
Range	58.86244
Interquartile range (IQR)	2.2360151

Descriptive statistics

Standard deviation	1.9586958
Coefficient of variation (CV)	1.1134657 × 10¹²
Kurtosis	32.486679
Mean	1.7590985 × 10^-12
Median Absolute Deviation (MAD)	1.1946854
Skewness	-3.2806673
Sum	5.0100789 × 10^-7
Variance	3.8364893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.055797006	77	< 0.1%
1.245673819	77	< 0.1%
2.053311214	62	< 0.1%
1.302377965	60	< 0.1%
2.040211058	53	< 0.1%
2.085174876	48	< 0.1%
1.332849312	45	< 0.1%
1.01841182	40	< 0.1%
1.335053154	39	< 0.1%
1.315404172	36	< 0.1%
Other values (275643)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-56.40750963	1	< 0.1%
-46.8550472	1	< 0.1%
-41.92873752	1	< 0.1%
-40.47014184	1	< 0.1%
-40.0425375	1	< 0.1%
-37.55806711	1	< 0.1%
-37.05429492	1	< 0.1%
-36.80231991	1	< 0.1%
-36.51058317	1	< 0.1%
-35.90510491	1	< 0.1%

Value	Count	Frequency (%)
2.454929991	1	< 0.1%
2.45188849	1	< 0.1%
2.446504985	1	< 0.1%
2.439207481	1	< 0.1%
2.430506781	1	< 0.1%
2.422507732	1	< 0.1%
2.420346134	1	< 0.1%
2.420063784	1	< 0.1%
2.418801755	1	< 0.1%
2.41826698	1	< 0.1%

V2
Real number (ℝ)

HIGH CORRELATION

Distinct	275655
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.2511983 × 10^-13

Minimum	-72.715728
Maximum	22.057729
Zeros	0
Zeros (%)	0.0%
Negative	134218
Negative (%)	47.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-72.715728
5-th percentile	-1.9719751
Q1	-0.59854991
median	0.065485556
Q3	0.80372387
95-th percentile	1.8085848
Maximum	22.057729
Range	94.773457
Interquartile range (IQR)	1.4022738

Descriptive statistics

Standard deviation	1.6513086
Coefficient of variation (CV)	-2.0012955 × 10¹²
Kurtosis	95.773106
Mean	-8.2511983 × 10^-13
Median Absolute Deviation (MAD)	0.70275055
Skewness	-4.6248656
Sum	-2.3500161 × 10^-7
Variance	2.72682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.326667773	77	< 0.1%
0.16697502	77	< 0.1%
0.089734648	62	< 0.1%
-0.606529308	60	< 0.1%
-0.146974975	53	< 0.1%
0.393050578	48	< 0.1%
0.389198249	45	< 0.1%
1.036663009	40	< 0.1%
0.331464026	39	< 0.1%
-0.033577086	36	< 0.1%
Other values (275645)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-72.71572756	1	< 0.1%
-63.34469832	1	< 0.1%
-60.46461766	1	< 0.1%
-50.38326913	1	< 0.1%
-48.06085602	1	< 0.1%
-47.42967628	1	< 0.1%
-45.60797256	1	< 0.1%
-44.63924472	1	< 0.1%
-42.17268752	1	< 0.1%
-40.97885223	1	< 0.1%

Value	Count	Frequency (%)
22.05772899	1	< 0.1%
21.46720299	1	< 0.1%
19.16723901	1	< 0.1%
18.90245284	1	< 0.1%
18.18362646	1	< 0.1%
17.93055045	1	< 0.1%
17.41864877	1	< 0.1%
16.71338924	1	< 0.1%
16.69783169	1	< 0.1%
16.4974719	4	< 0.1%

V3
Real number (ℝ)

Distinct	275657
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.6557351 × 10^-13

Minimum	-48.325589
Maximum	9.3825584
Zeros	0
Zeros (%)	0.0%
Negative	128163
Negative (%)	45.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-48.325589
5-th percentile	-2.3897405
Q1	-0.89036484
median	0.17984634
Q3	1.0271955
95-th percentile	2.0626351
Maximum	9.3825584
Range	57.708148
Interquartile range (IQR)	1.9175604

Descriptive statistics

Standard deviation	1.516255
Coefficient of variation (CV)	-1.5703155 × 10¹²
Kurtosis	26.619551
Mean	-9.6557351 × 10^-13
Median Absolute Deviation (MAD)	0.93563465
Skewness	-2.2401554
Sum	-2.7500209 × 10^-7
Variance	2.2990292
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2.752040956	77	< 0.1%
0.488305743	77	< 0.1%
-1.681835669	62	< 0.1%
-0.681986193	60	< 0.1%
-2.955933665	53	< 0.1%
-4.508200532	48	< 0.1%
-2.165596605	45	< 0.1%
-1.689813707	40	< 0.1%
-2.057762777	39	< 0.1%
-1.089984306	36	< 0.1%
Other values (275647)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-48.32558936	1	< 0.1%
-33.68098402	1	< 0.1%
-32.96534576	1	< 0.1%
-32.45419819	1	< 0.1%
-31.81358595	1	< 0.1%
-31.10368482	1	< 0.1%
-30.55869682	1	< 0.1%
-30.17731746	4	< 0.1%
-30.01371249	1	< 0.1%
-29.46873209	1	< 0.1%

Value	Count	Frequency (%)
9.382558433	1	< 0.1%
4.22610848	1	< 0.1%
4.187810599	1	< 0.1%
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.069864781	1	< 0.1%
4.040465001	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.985446047	1	< 0.1%

V4
Real number (ℝ)

Distinct	275654
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3213646 × 10^-13

Minimum	-5.6831712
Maximum	16.875344
Zeros	0
Zeros (%)	0.0%
Negative	144105
Negative (%)	50.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-5.6831712
5-th percentile	-2.1956828
Q1	-0.84864012
median	-0.019846529
Q3	0.74334129
95-th percentile	2.5665007
Maximum	16.875344
Range	22.558515
Interquartile range (IQR)	1.5919814

Descriptive statistics

Standard deviation	1.4158686
Coefficient of variation (CV)	1.701486 × 10¹²
Kurtosis	2.6354549
Mean	8.3213646 × 10^-13
Median Absolute Deviation (MAD)	0.79990896
Skewness	0.6762921
Sum	2.3699249 × 10^-7
Variance	2.0046838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.635321921	77	< 0.1%
-0.842316033	77	< 0.1%
0.45421196	62	< 0.1%
-1.904603396	60	< 0.1%
-0.578355979	53	< 0.1%
-0.311770683	48	< 0.1%
-0.306872624	45	< 0.1%
1.315475833	40	< 0.1%
-0.346175355	39	< 0.1%
-0.557087388	36	< 0.1%
Other values (275644)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.683171198	1	< 0.1%
-5.600607141	1	< 0.1%
-5.560117581	1	< 0.1%
-5.519697123	1	< 0.1%
-5.416315392	1	< 0.1%
-5.40167758	1	< 0.1%
-5.266508626	1	< 0.1%
-5.26306793	1	< 0.1%
-5.251491643	1	< 0.1%
-5.231827865	1	< 0.1%

Value	Count	Frequency (%)
16.87534403	1	< 0.1%
16.71553737	1	< 0.1%
16.49121717	1	< 0.1%
15.30418399	1	< 0.1%
13.1436681	1	< 0.1%
13.12914336	1	< 0.1%
12.69954199	1	< 0.1%
12.67275992	1	< 0.1%
12.15501612	1	< 0.1%
12.13232308	1	< 0.1%

V5
Real number (ℝ)

Distinct	275657
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6496401 × 10^-13

Minimum	-113.74331
Maximum	34.801666
Zeros	0
Zeros (%)	0.0%
Negative	148928
Negative (%)	52.3%
Memory size	2.2 MiB

Quantile statistics

Minimum	-113.74331
5-th percentile	-1.7020215
Q1	-0.69159707
median	-0.054335827
Q3	0.61192644
95-th percentile	2.0989597
Maximum	34.801666
Range	148.54497
Interquartile range (IQR)	1.3035235

Descriptive statistics

Standard deviation	1.3802467
Coefficient of variation (CV)	8.3669568 × 10¹²
Kurtosis	206.90456
Mean	1.6496401 × 10^-13
Median Absolute Deviation (MAD)	0.65153055
Skewness	-2.4259015
Sum	4.6980858 × 10^-8
Variance	1.905081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.46307226	77	< 0.1%
-0.562776681	77	< 0.1%
0.298310371	62	< 0.1%
1.326623107	60	< 0.1%
2.609358271	53	< 0.1%
3.510116942	48	< 0.1%
2.641351251	45	< 0.1%
1.698436056	40	< 0.1%
2.583233822	39	< 0.1%
2.0299312	36	< 0.1%
Other values (275647)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-113.7433067	1	< 0.1%
-42.14789837	1	< 0.1%
-40.4277263	1	< 0.1%
-35.18212031	1	< 0.1%
-32.092129	1	< 0.1%
-31.3567501	1	< 0.1%
-29.73059986	1	< 0.1%
-28.81557695	1	< 0.1%
-28.36378524	1	< 0.1%
-27.75296366	1	< 0.1%

Value	Count	Frequency (%)
34.80166588	1	< 0.1%
34.09930934	1	< 0.1%
32.9114617	1	< 0.1%
31.45704605	1	< 0.1%
29.16217202	1	< 0.1%
29.01612354	1	< 0.1%
28.76267129	1	< 0.1%
28.51651308	1	< 0.1%
26.64769652	1	< 0.1%
25.60407727	1	< 0.1%

V6
Real number (ℝ)

Distinct	275652
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2485599 × 10^-13

Minimum	-26.160506
Maximum	73.301626
Zeros	0
Zeros (%)	0.0%
Negative	176633
Negative (%)	62.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-26.160506
5-th percentile	-1.4067573
Q1	-0.76829561
median	-0.27418708
Q3	0.3985649
95-th percentile	3.1603817
Maximum	73.301626
Range	99.462131
Interquartile range (IQR)	1.1668605

Descriptive statistics

Standard deviation	1.3322711
Coefficient of variation (CV)	3.1358181 × 10¹²
Kurtosis	42.642494
Mean	4.2485599 × 10^-13
Median Absolute Deviation (MAD)	0.55962803
Skewness	1.8265807
Sum	1.2100463 × 10^-7
Variance	1.7749463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.173856423	77	< 0.1%
-1.011072616	77	< 0.1%
-0.953526086	62	< 0.1%
3.436312447	60	< 0.1%
3.142641531	53	< 0.1%
2.45329922	48	< 0.1%
2.808083764	45	< 0.1%
0.528806549	40	< 0.1%
2.854101997	39	< 0.1%
3.268129626	36	< 0.1%
Other values (275642)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.16050594	1	< 0.1%
-23.49671393	1	< 0.1%
-21.92931229	1	< 0.1%
-21.24875162	1	< 0.1%
-20.86962619	1	< 0.1%
-20.36783638	1	< 0.1%
-20.05461547	1	< 0.1%
-19.99634854	1	< 0.1%
-17.92727412	1	< 0.1%
-17.57483526	1	< 0.1%

Value	Count	Frequency (%)
73.30162555	1	< 0.1%
23.91783713	1	< 0.1%
22.52929847	1	< 0.1%
21.55049619	1	< 0.1%
21.39306876	1	< 0.1%
21.30773787	1	< 0.1%
21.1901941	1	< 0.1%
20.37952437	1	< 0.1%
18.07203126	1	< 0.1%
17.0199344	1	< 0.1%

V7
Real number (ℝ)

Distinct	275651
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.054624 × 10^-13

Minimum	-43.557242
Maximum	120.58949
Zeros	0
Zeros (%)	0.0%
Negative	135852
Negative (%)	47.7%
Memory size	2.2 MiB

Quantile statistics

Minimum	-43.557242
5-th percentile	-1.434423
Q1	-0.55407588
median	0.040103083
Q3	0.57043607
95-th percentile	1.4076321
Maximum	120.58949
Range	164.14674
Interquartile range (IQR)	1.124512

Descriptive statistics

Standard deviation	1.2370936
Coefficient of variation (CV)	-4.0499047 × 10¹²
Kurtosis	405.60742
Mean	-3.054624 × 10^-13
Median Absolute Deviation (MAD)	0.56186461
Skewness	2.5539074
Sum	-8.7002263 × 10^-8
Variance	1.5304006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.432125924	77	< 0.1%
0.014952661	77	< 0.1%
0.152002545	62	< 0.1%
-1.145126827	60	< 0.1%
-0.416882841	53	< 0.1%
0.220468581	48	< 0.1%
-0.171626636	45	< 0.1%
0.331714502	40	< 0.1%
-0.187547337	39	< 0.1%
-0.534993827	36	< 0.1%
Other values (275641)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-43.55724157	1	< 0.1%
-41.50679608	1	< 0.1%
-37.06031146	1	< 0.1%
-33.23932817	1	< 0.1%
-31.76494649	1	< 0.1%
-31.19732855	4	< 0.1%
-28.21511205	1	< 0.1%
-28.01129291	1	< 0.1%
-26.54814377	1	< 0.1%
-24.41948294	1	< 0.1%

Value	Count	Frequency (%)
120.5894939	1	< 0.1%
44.05446136	1	< 0.1%
36.87736827	1	< 0.1%
36.67726795	1	< 0.1%
34.30317686	1	< 0.1%
31.52724367	1	< 0.1%
30.8976664	1	< 0.1%
29.20586818	1	< 0.1%
28.50406537	1	< 0.1%
28.23952821	1	< 0.1%

V8
Real number (ℝ)

Distinct	275643
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7791185 × 10^-14

Minimum	-73.216718
Maximum	20.007208
Zeros	0
Zeros (%)	0.0%
Negative	135521
Negative (%)	47.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-73.216718
5-th percentile	-0.84214687
Q1	-0.20862974
median	0.022358036
Q3	0.32734586
95-th percentile	1.0499843
Maximum	20.007208
Range	93.223927
Interquartile range (IQR)	0.53597561

Descriptive statistics

Standard deviation	1.1943529
Coefficient of variation (CV)	1.3604474 × 10¹³
Kurtosis	220.58697
Mean	8.7791185 × 10^-14
Median Absolute Deviation (MAD)	0.25896254
Skewness	-8.5219442
Sum	2.5003828 × 10^-8
Variance	1.4264789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.727706201	77	< 0.1%
-0.160210863	77	< 0.1%
-0.20707138	62	< 0.1%
0.959147262	60	< 0.1%
0.784392948	53	< 0.1%
0.543376801	48	< 0.1%
0.683351734	45	< 0.1%
0.364538762	40	< 0.1%
0.68515377	39	< 0.1%
0.556451026	36	< 0.1%
Other values (275633)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-73.21671846	1	< 0.1%
-50.94336887	1	< 0.1%
-50.68841936	1	< 0.1%
-50.42009006	1	< 0.1%
-41.48482251	1	< 0.1%
-41.04426092	1	< 0.1%
-39.68857108	1	< 0.1%
-39.26737777	1	< 0.1%
-38.98726274	1	< 0.1%
-38.75152521	1	< 0.1%

Value	Count	Frequency (%)
20.00720837	1	< 0.1%
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
18.74887195	1	< 0.1%
18.70925454	1	< 0.1%
18.32940553	1	< 0.1%
18.28216761	1	< 0.1%
17.94136306	1	< 0.1%
17.90357438	1	< 0.1%
17.57371241	1	< 0.1%

V9
Real number (ℝ)

Distinct	275656
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.1797306 × 10^-12

Minimum	-13.434066
Maximum	15.594995
Zeros	0
Zeros (%)	0.0%
Negative	149455
Negative (%)	52.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-13.434066
5-th percentile	-1.758426
Q1	-0.64309757
median	-0.051428732
Q3	0.59713903
95-th percentile	1.7807826
Maximum	15.594995
Range	29.029061
Interquartile range (IQR)	1.2402366

Descriptive statistics

Standard deviation	1.0986321
Coefficient of variation (CV)	-9.3125674 × 10¹¹
Kurtosis	3.7313106
Mean	-1.1797306 × 10^-12
Median Absolute Deviation (MAD)	0.62026994
Skewness	0.55467977
Sum	-3.3600008 × 10^-7
Variance	1.2069925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.60860587	77	< 0.1%
0.170361852	77	< 0.1%
0.587335266	62	< 0.1%
1.671301564	60	< 0.1%
0.359902379	53	< 0.1%
-0.100433905	48	< 0.1%
-0.297962001	45	< 0.1%
-0.711797939	40	< 0.1%
-0.286614069	39	< 0.1%
-0.052724038	36	< 0.1%
Other values (275646)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.43406632	1	< 0.1%
-13.32015469	1	< 0.1%
-11.12662352	1	< 0.1%
-10.84252587	1	< 0.1%
-9.481456334	1	< 0.1%
-9.462572605	4	< 0.1%
-9.283924512	1	< 0.1%
-8.9609217	1	< 0.1%
-8.739670371	1	< 0.1%
-8.630390306	1	< 0.1%

Value	Count	Frequency (%)
15.59499461	1	< 0.1%
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
10.32613305	1	< 0.1%
10.31397373	1	< 0.1%
9.272375626	1	< 0.1%
9.234623452	1	< 0.1%
9.213022586	1	< 0.1%
9.125534903	1	< 0.1%

V10
Real number (ℝ)

HIGH CORRELATION

Distinct	275646
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0925581 × 10^-13

Minimum	-24.588262
Maximum	23.745136
Zeros	0
Zeros (%)	0.0%
Negative	159922
Negative (%)	56.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-24.588262
5-th percentile	-1.3386357
Q1	-0.53542573
median	-0.092917384
Q3	0.45392345
95-th percentile	1.5485574
Maximum	23.745136
Range	48.333399
Interquartile range (IQR)	0.98934917

Descriptive statistics

Standard deviation	1.0888498
Coefficient of variation (CV)	1.5352004 × 10¹²
Kurtosis	31.988239
Mean	7.0925581 × 10^-13
Median Absolute Deviation (MAD)	0.48008253
Skewness	1.1871406
Sum	2.0200014 × 10^-7
Variance	1.1855938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.044574589	77	< 0.1%
-0.07518617	77	< 0.1%
-0.362047348	62	< 0.1%
-1.02294603	60	< 0.1%
-0.351075101	53	< 0.1%
-1.0186222	48	< 0.1%
-0.6520966	45	< 0.1%
-1.57028828	40	< 0.1%
-0.535902735	39	< 0.1%
0.001148755	36	< 0.1%
Other values (275636)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.58826244	1	< 0.1%
-24.40318497	1	< 0.1%
-23.22825484	1	< 0.1%
-22.18708856	4	< 0.1%
-20.94919155	1	< 0.1%
-19.83614885	1	< 0.1%
-18.91324333	1	< 0.1%
-18.27116817	1	< 0.1%
-17.14151364	1	< 0.1%
-16.74604411	1	< 0.1%

Value	Count	Frequency (%)
23.74513612	1	< 0.1%
15.33174156	1	< 0.1%
15.24568569	1	< 0.1%
15.2360282	1	< 0.1%
13.81175777	1	< 0.1%
13.7273472	1	< 0.1%
13.6444596	1	< 0.1%
13.56015529	1	< 0.1%
13.24943301	1	< 0.1%
13.19822576	1	< 0.1%

V11
Real number (ℝ)

HIGH CORRELATION

Distinct	275648
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8749588 × 10^-12

Minimum	-4.7974735
Maximum	12.018913
Zeros	0
Zeros (%)	0.0%
Negative	145632
Negative (%)	51.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-4.7974735
5-th percentile	-1.5719012
Q1	-0.7624942
median	-0.032757354
Q3	0.73959341
95-th percentile	1.6140328
Maximum	12.018913
Range	16.816387
Interquartile range (IQR)	1.5020876

Descriptive statistics

Standard deviation	1.020713
Coefficient of variation (CV)	5.4439223 × 10¹¹
Kurtosis	1.6339213
Mean	1.8749588 × 10^-12
Median Absolute Deviation (MAD)	0.75029443
Skewness	0.35650586
Sum	5.3398981 × 10^-7
Variance	1.0418551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.063504458	77	< 0.1%
-0.356749018	77	< 0.1%
-0.58959804	62	< 0.1%
-0.191422973	60	< 0.1%
0.329650884	53	< 0.1%
0.807038107	48	< 0.1%
0.418002665	45	< 0.1%
3.463017821	40	< 0.1%
0.332848418	39	< 0.1%
-0.02860893	36	< 0.1%
Other values (275638)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.797473465	1	< 0.1%
-4.682930548	1	< 0.1%
-4.568390246	1	< 0.1%
-4.453852842	1	< 0.1%
-4.339318655	1	< 0.1%
-4.224788057	1	< 0.1%
-4.110261479	2	< 0.1%
-4.049894914	2	< 0.1%
-4.034717859	2	< 0.1%
-4.010267867	2	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.66920474	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.1524906	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.54526295	1	< 0.1%
10.44684681	1	< 0.1%

V12
Real number (ℝ)

HIGH CORRELATION

Distinct	275654
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0533417 × 10^-12

Minimum	-18.683715
Maximum	7.8483921
Zeros	0
Zeros (%)	0.0%
Negative	121089
Negative (%)	42.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-18.683715
5-th percentile	-1.9671625
Q1	-0.40557149
median	0.14003259
Q3	0.61823803
95-th percentile	1.2430531
Maximum	7.8483921
Range	26.532107
Interquartile range (IQR)	1.0238095

Descriptive statistics

Standard deviation	0.99920139
Coefficient of variation (CV)	9.4860134 × 10¹¹
Kurtosis	20.24187
Mean	1.0533417 × 10^-12
Median Absolute Deviation (MAD)	0.50755716
Skewness	-2.2784009
Sum	3.000082 × 10^-7
Variance	0.99840342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.350563573	77	< 0.1%
-0.073459517	77	< 0.1%
-0.174712053	62	< 0.1%
0.631027341	60	< 0.1%
0.183508121	53	< 0.1%
-0.330547628	48	< 0.1%
-0.322436924	45	< 0.1%
0.538411363	40	< 0.1%
-0.268318739	39	< 0.1%
0.073656515	36	< 0.1%
Other values (275644)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.68371463	1	< 0.1%
-18.55369701	1	< 0.1%
-18.43113103	1	< 0.1%
-18.04759657	1	< 0.1%
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.22866224	1	< 0.1%
-17.18291843	2	< 0.1%
-17.15040525	1	< 0.1%
-17.13130095	1	< 0.1%

Value	Count	Frequency (%)
7.848392076	1	< 0.1%
4.846452409	1	< 0.1%
4.574082241	1	< 0.1%
4.472920584	1	< 0.1%
4.406338221	1	< 0.1%
4.403898555	1	< 0.1%
4.31807084	1	< 0.1%
4.317588992	1	< 0.1%
4.299511253	1	< 0.1%
4.293341845	1	< 0.1%

V13
Real number (ℝ)

Distinct	275657
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1276462 × 10^-13

Minimum	-5.7918812
Maximum	7.126883
Zeros	0
Zeros (%)	0.0%
Negative	144123
Negative (%)	50.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-5.7918812
5-th percentile	-1.6397291
Q1	-0.6485393
median	-0.013568057
Q3	0.66250496
95-th percentile	1.6078772
Maximum	7.126883
Range	12.918764
Interquartile range (IQR)	1.3110443

Descriptive statistics

Standard deviation	0.99527423
Coefficient of variation (CV)	1.3963575 × 10¹²
Kurtosis	0.19529979
Mean	7.1276462 × 10^-13
Median Absolute Deviation (MAD)	0.65530784
Skewness	0.065233458
Sum	2.0300513 × 10^-7
Variance	0.99057079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.141238322	77	< 0.1%
-0.517759694	77	< 0.1%
-0.621127061	62	< 0.1%
0.03190727	60	< 0.1%
-0.272918545	53	< 0.1%
-0.531418652	48	< 0.1%
-0.143469155	45	< 0.1%
-0.378095385	40	< 0.1%
-0.127614196	39	< 0.1%
0.04128483	36	< 0.1%
Other values (275647)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.791881206	1	< 0.1%
-4.008639792	1	< 0.1%
-3.961757536	1	< 0.1%
-3.888606286	1	< 0.1%
-3.881106249	1	< 0.1%
-3.848943149	1	< 0.1%
-3.844973612	1	< 0.1%
-3.835617838	1	< 0.1%
-3.816447623	1	< 0.1%
-3.808723988	1	< 0.1%

Value	Count	Frequency (%)
7.126882959	1	< 0.1%
4.569008959	1	< 0.1%
4.469566192	1	< 0.1%
4.465413177	1	< 0.1%
4.369998379	1	< 0.1%
4.316156232	1	< 0.1%
4.262850926	1	< 0.1%
4.099351905	1	< 0.1%
4.044577086	1	< 0.1%
3.951390651	1	< 0.1%

V14
Real number (ℝ)

HIGH CORRELATION

Distinct	275653
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.4746663 × 10^-13

Minimum	-19.214325
Maximum	10.526766
Zeros	0
Zeros (%)	0.0%
Negative	133762
Negative (%)	47.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-19.214325
5-th percentile	-1.4393515
Q1	-0.42557401
median	0.050601319
Q3	0.49314985
95-th percentile	1.3936535
Maximum	10.526766
Range	29.741092
Interquartile range (IQR)	0.91872386

Descriptive statistics

Standard deviation	0.95859561
Coefficient of variation (CV)	-6.5004241 × 10¹²
Kurtosis	23.879462
Mean	-1.4746663 × 10^-13
Median Absolute Deviation (MAD)	0.45811967
Skewness	-1.9951758
Sum	-4.2000465 × 10^-8
Variance	0.91890555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.406968934	77	< 0.1%
0.690971618	77	< 0.1%
-0.703512784	62	< 0.1%
-0.031425381	60	< 0.1%
-0.597436665	53	< 0.1%
-2.181448825	48	< 0.1%
-1.154524296	45	< 0.1%
-3.04549518	40	< 0.1%
-0.868299961	39	< 0.1%
0.215738139	36	< 0.1%
Other values (275643)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.49377336	1	< 0.1%
-18.3920915	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.62063435	1	< 0.1%
-17.47592128	1	< 0.1%
-17.23020216	1	< 0.1%
-16.33759594	1	< 0.1%

Value	Count	Frequency (%)
10.52676605	1	< 0.1%
7.754598748	1	< 0.1%
7.692208544	1	< 0.1%
7.667725751	1	< 0.1%
7.518402781	1	< 0.1%
7.439565532	1	< 0.1%
7.421943853	1	< 0.1%
7.293225596	1	< 0.1%
7.234248879	1	< 0.1%
7.187926027	1	< 0.1%

V15
Real number (ℝ)

Distinct	275653
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.231398 × 10^-13

Minimum	-4.4989447
Maximum	8.8777416
Zeros	0
Zeros (%)	0.0%
Negative	136234
Negative (%)	47.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-4.4989447
5-th percentile	-1.5932001
Q1	-0.58288428
median	0.04807155
Q3	0.64882081
95-th percentile	1.3730904
Maximum	8.8777416
Range	13.376686
Interquartile range (IQR)	1.2317051

Descriptive statistics

Standard deviation	0.91531601
Coefficient of variation (CV)	-1.7496585 × 10¹²
Kurtosis	0.28476908
Mean	-5.231398 × 10^-13
Median Absolute Deviation (MAD)	0.61549906
Skewness	-0.30842298
Sum	-1.4899706 × 10^-7
Variance	0.8378034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.124146923	77	< 0.1%
1.275257039	77	< 0.1%
0.27195661	62	< 0.1%
1.446626976	60	< 0.1%
0.58389681	53	< 0.1%
0.388724083	48	< 0.1%
1.157633714	45	< 0.1%
1.468911143	40	< 0.1%
1.128538982	39	< 0.1%
1.24527653	36	< 0.1%
Other values (275643)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.498944677	1	< 0.1%
-4.391307068	1	< 0.1%
-4.19932125	1	< 0.1%
-4.196619695	1	< 0.1%
-4.15253176	1	< 0.1%
-4.097947131	1	< 0.1%
-4.092344269	1	< 0.1%
-4.025373127	1	< 0.1%
-4.005558002	1	< 0.1%
-3.936008084	1	< 0.1%

Value	Count	Frequency (%)
8.877741598	1	< 0.1%
5.825654319	1	< 0.1%
5.78451389	1	< 0.1%
5.720478632	1	< 0.1%
5.685899052	1	< 0.1%
5.667667171	1	< 0.1%
5.501116596	1	< 0.1%
5.126187082	1	< 0.1%
4.97005728	1	< 0.1%
4.858397949	1	< 0.1%

V16
Real number (ℝ)

HIGH CORRELATION

Distinct	275645
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.2822638 × 10^-13

Minimum	-14.129855
Maximum	17.315112
Zeros	0
Zeros (%)	0.0%
Negative	132552
Negative (%)	46.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-14.129855
5-th percentile	-1.4916633
Q1	-0.46803677
median	0.066413321
Q3	0.52329631
95-th percentile	1.3252532
Maximum	17.315112
Range	31.444966
Interquartile range (IQR)	0.99133308

Descriptive statistics

Standard deviation	0.87625289
Coefficient of variation (CV)	-3.8394023 × 10¹²
Kurtosis	10.419131
Mean	-2.2822638 × 10^-13
Median Absolute Deviation (MAD)	0.4925979
Skewness	-1.1009663
Sum	-6.4999313 × 10^-8
Variance	0.76781912
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.371962125	77	< 0.1%
0.342469754	77	< 0.1%
0.318688063	62	< 0.1%
-0.121820379	60	< 0.1%
0.178675836	53	< 0.1%
0.232071378	48	< 0.1%
0.878174918	45	< 0.1%
-0.029741514	40	< 0.1%
0.786506054	39	< 0.1%
0.640367513	36	< 0.1%
Other values (275635)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.12985452	1	< 0.1%
-13.56327296	1	< 0.1%
-13.30388758	1	< 0.1%
-13.25683309	1	< 0.1%
-13.25154198	1	< 0.1%
-12.6752689	1	< 0.1%
-12.66169572	2	< 0.1%
-12.44856234	1	< 0.1%
-12.43227914	1	< 0.1%
-12.42796136	1	< 0.1%

Value	Count	Frequency (%)
17.31511152	1	< 0.1%
8.28988956	1	< 0.1%
7.059131811	1	< 0.1%
6.442797901	1	< 0.1%
6.351853498	1	< 0.1%
6.098529451	1	< 0.1%
5.998262879	1	< 0.1%
5.720320216	1	< 0.1%
5.600122947	1	< 0.1%
5.562387814	1	< 0.1%

V17
Real number (ℝ)

HIGH CORRELATION

Distinct	275646
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.4254497 × 10^-13

Minimum	-25.162799
Maximum	9.2535263
Zeros	0
Zeros (%)	0.0%
Negative	153635
Negative (%)	53.9%
Memory size	2.2 MiB

Quantile statistics

Minimum	-25.162799
5-th percentile	-0.9830039
Q1	-0.48374831
median	-0.065675754
Q3	0.39967498
95-th percentile	1.2746091
Maximum	9.2535263
Range	34.416326
Interquartile range (IQR)	0.8834233

Descriptive statistics

Standard deviation	0.84933706
Coefficient of variation (CV)	-1.3218329 × 10¹²
Kurtosis	94.799719
Mean	-6.4254497 × 10^-13
Median Absolute Deviation (MAD)	0.43931248
Skewness	-3.8449145
Sum	-1.8300125 × 10^-7
Variance	0.72137345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.37465644	77	< 0.1%
-0.601956803	77	< 0.1%
0.549365129	62	< 0.1%
-0.651405237	60	< 0.1%
0.473898278	53	< 0.1%
2.125021883	48	< 0.1%
0.53691752	45	< 0.1%
3.664588481	40	< 0.1%
0.316435261	39	< 0.1%
-1.072084985	36	< 0.1%
Other values (275636)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25.16279937	1	< 0.1%
-24.01909855	1	< 0.1%
-23.81563583	1	< 0.1%
-23.24159715	1	< 0.1%
-22.88399858	1	< 0.1%
-22.66790541	1	< 0.1%
-22.60886819	1	< 0.1%
-22.54165173	1	< 0.1%
-21.90649322	1	< 0.1%
-21.71018765	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
9.207058535	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.611861523	1	< 0.1%
7.573522625	1	< 0.1%
7.454784638	1	< 0.1%
7.413594144	1	< 0.1%

V18
Real number (ℝ)

HIGH CORRELATION

Distinct	275655
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9505888 × 10^-13

Minimum	-9.4987459
Maximum	5.0410692
Zeros	0
Zeros (%)	0.0%
Negative	142942
Negative (%)	50.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-9.4987459
5-th percentile	-1.358094
Q1	-0.4988498
median	-0.003636312
Q3	0.50080675
95-th percentile	1.3943918
Maximum	5.0410692
Range	14.539815
Interquartile range (IQR)	0.99965655

Descriptive statistics

Standard deviation	0.83817621
Coefficient of variation (CV)	1.6930839 × 10¹²
Kurtosis	2.5783408
Mean	4.9505888 × 10^-13
Median Absolute Deviation (MAD)	0.49912637
Skewness	-0.25988027
Sum	1.4100078 × 10^-7
Variance	0.70253936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.438992432	77	< 0.1%
-0.052640146	77	< 0.1%
-0.257785858	62	< 0.1%
0.617970477	60	< 0.1%
-0.498849799	53	< 0.1%
0.405548674	48	< 0.1%
0.712873013	45	< 0.1%
-0.105189589	40	< 0.1%
0.587856253	39	< 0.1%
-0.0686981	36	< 0.1%
Other values (275645)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.498745921	1	< 0.1%
-9.335193079	1	< 0.1%
-9.287832214	1	< 0.1%
-9.264608733	1	< 0.1%
-9.170557219	1	< 0.1%
-9.090892061	1	< 0.1%
-9.042845151	1	< 0.1%
-8.859451925	1	< 0.1%
-8.829819766	1	< 0.1%
-8.668815197	1	< 0.1%

Value	Count	Frequency (%)
5.041069185	1	< 0.1%
4.712397566	1	< 0.1%
4.295648234	1	< 0.1%
4.243841213	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.079390035	1	< 0.1%
4.071328562	1	< 0.1%
4.054462468	1	< 0.1%

V19
Real number (ℝ)

Distinct	275645
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0574305 × 10^-13

Minimum	-7.2135274
Maximum	5.5919714
Zeros	0
Zeros (%)	0.0%
Negative	141804
Negative (%)	49.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-7.2135274
5-th percentile	-1.356259
Q1	-0.45629892
median	0.003734823
Q3	0.45894936
95-th percentile	1.2861645
Maximum	5.5919714
Range	12.805499
Interquartile range (IQR)	0.91524827

Descriptive statistics

Standard deviation	0.8140405
Coefficient of variation (CV)	1.1534517 × 10¹²
Kurtosis	1.7249698
Mean	7.0574305 × 10^-13
Median Absolute Deviation (MAD)	0.45770828
Skewness	0.10919176
Sum	2.0099924 × 10^-7
Variance	0.66266194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.330590448	77	< 0.1%
-0.116090785	77	< 0.1%
0.016256128	62	< 0.1%
0.927600045	60	< 0.1%
-0.140098685	53	< 0.1%
-0.440929512	48	< 0.1%
0.006773555	45	< 0.1%
-2.097944321	40	< 0.1%
0.049350083	39	< 0.1%
0.271314885	36	< 0.1%
Other values (275635)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.21352743	1	< 0.1%
-6.938297318	1	< 0.1%
-4.932733055	1	< 0.1%
-4.676092279	1	< 0.1%
-4.619034342	1	< 0.1%
-4.575940864	1	< 0.1%
-4.539839957	1	< 0.1%
-4.42194397	1	< 0.1%
-4.395282985	1	< 0.1%
-4.392420909	1	< 0.1%

Value	Count	Frequency (%)
5.591971427	1	< 0.1%
5.572113327	1	< 0.1%
5.501747214	1	< 0.1%
5.22834179	1	< 0.1%
4.891062441	1	< 0.1%
4.851255137	1	< 0.1%
4.801122553	1	< 0.1%
4.727189814	1	< 0.1%
4.715141671	1	< 0.1%
4.703263246	1	< 0.1%

V20
Real number (ℝ)

Distinct	275632
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7661126 × 10^-12

Minimum	-54.49772
Maximum	39.420904
Zeros	0
Zeros (%)	0.0%
Negative	169130
Negative (%)	59.4%
Memory size	2.2 MiB

Quantile statistics

Minimum	-54.49772
5-th percentile	-0.5584349
Q1	-0.21172136
median	-0.062481092
Q3	0.13304084
95-th percentile	0.83614409
Maximum	39.420904
Range	93.918625
Interquartile range (IQR)	0.34476221

Descriptive statistics

Standard deviation	0.77092502
Coefficient of variation (CV)	4.3650957 × 10¹¹
Kurtosis	271.01611
Mean	1.7661126 × 10^-12
Median Absolute Deviation (MAD)	0.16870167
Skewness	-2.0371553
Sum	5.0299786 × 10^-7
Variance	0.59432539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.180370119	77	< 0.1%
-0.132079724	77	< 0.1%
-0.187420788	62	< 0.1%
0.005756655	60	< 0.1%
-0.120714034	53	< 0.1%
-0.08698933	48	< 0.1%
0.053607119	45	< 0.1%
-0.167555416	40	< 0.1%
0.045217441	39	< 0.1%
0.156089011	36	< 0.1%
Other values (275622)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-54.49772049	1	< 0.1%
-28.00963533	1	< 0.1%
-25.22234524	1	< 0.1%
-23.64689033	1	< 0.1%
-23.42017257	1	< 0.1%
-22.8385483	1	< 0.1%
-21.96489828	1	< 0.1%
-21.53382174	1	< 0.1%
-21.38712193	1	< 0.1%
-21.02827171	1	< 0.1%

Value	Count	Frequency (%)
39.42090425	1	< 0.1%
38.11720913	1	< 0.1%
26.23739079	1	< 0.1%
24.13389419	1	< 0.1%
23.64909457	1	< 0.1%
23.64341694	1	< 0.1%
19.74645308	1	< 0.1%
17.8852382	1	< 0.1%
17.81950743	1	< 0.1%
17.2818589	1	< 0.1%

V21
Real number (ℝ)

HIGH CORRELATION

Distinct	275617
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.405851 × 10^-13

Minimum	-34.830382
Maximum	27.202839
Zeros	0
Zeros (%)	0.0%
Negative	153196
Negative (%)	53.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-34.830382
5-th percentile	-0.5046735
Q1	-0.22839495
median	-0.029450168
Q3	0.1863772
95-th percentile	0.53786771
Maximum	27.202839
Range	62.033221
Interquartile range (IQR)	0.41477215

Descriptive statistics

Standard deviation	0.73452401
Coefficient of variation (CV)	-2.1566534 × 10¹²
Kurtosis	207.28704
Mean	-3.405851 × 10^-13
Median Absolute Deviation (MAD)	0.20638247
Skewness	3.5929912
Sum	-9.7001248 × 10^-8
Variance	0.53952553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.262580846	77	< 0.1%
0.269764951	77	< 0.1%
-0.361158037	62	< 0.1%
-0.064208281	60	< 0.1%
-0.352333801	53	< 0.1%
-0.067216661	48	< 0.1%
-0.207432404	45	< 0.1%
-0.040237593	40	< 0.1%
-0.191819983	39	< 0.1%
-0.313307445	36	< 0.1%
Other values (275607)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-34.83038214	1	< 0.1%
-22.88934704	1	< 0.1%
-22.79760391	1	< 0.1%
-22.75753986	1	< 0.1%
-22.6656846	1	< 0.1%
-21.62011965	1	< 0.1%
-21.45373628	1	< 0.1%
-20.26205434	1	< 0.1%
-18.63291855	1	< 0.1%
-18.6030882	1	< 0.1%

Value	Count	Frequency (%)
27.20283916	6	< 0.1%
22.61488937	1	< 0.1%
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.57971423	1	< 0.1%
22.56568024	1	< 0.1%
21.89972377	1	< 0.1%
20.0637858	1	< 0.1%
19.33082993	1	< 0.1%

V22
Real number (ℝ)

HIGH CORRELATION

Distinct	275644
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.7231972 × 10^-13

Minimum	-10.933144
Maximum	10.50309
Zeros	0
Zeros (%)	0.0%
Negative	141402
Negative (%)	49.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-10.933144
5-th percentile	-1.0818922
Q1	-0.54235037
median	0.006781943
Q3	0.52855363
95-th percentile	1.1289873
Maximum	10.50309
Range	21.436234
Interquartile range (IQR)	1.070904

Descriptive statistics

Standard deviation	0.72570156
Coefficient of variation (CV)	-1.2680003 × 10¹²
Kurtosis	2.8329665
Mean	-5.7231972 × 10^-13
Median Absolute Deviation (MAD)	0.53649369
Skewness	-0.21325762
Sum	-1.6299418 × 10^-7
Variance	0.52664275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.816263763	77	< 0.1%
0.844626647	77	< 0.1%
-0.984261949	62	< 0.1%
-0.080587077	60	< 0.1%
-0.996936775	53	< 0.1%
-0.072641599	48	< 0.1%
-0.692416684	45	< 0.1%
0.096171574	40	< 0.1%
-0.650117796	39	< 0.1%
0.250885695	36	< 0.1%
Other values (275634)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.9331437	1	< 0.1%
-9.499422964	1	< 0.1%
-8.887017141	6	< 0.1%
-8.593641565	1	< 0.1%
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.454599243	1	< 0.1%
-8.420245605	1	< 0.1%
-8.245481399	1	< 0.1%

Value	Count	Frequency (%)
10.50309009	1	< 0.1%
8.361985192	1	< 0.1%
8.316275439	1	< 0.1%
8.272232984	1	< 0.1%
7.357255162	1	< 0.1%
7.248762607	1	< 0.1%
7.220157654	1	< 0.1%
7.057496403	1	< 0.1%
6.790452189	1	< 0.1%
6.090513506	1	< 0.1%

V23
Real number (ℝ)

Distinct	275611
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.7258775 × 10^-13

Minimum	-44.807735
Maximum	22.528412
Zeros	0
Zeros (%)	0.0%
Negative	148400
Negative (%)	52.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-44.807735
5-th percentile	-0.47224645
Q1	-0.16184635
median	-0.01119293
Q3	0.14764206
95-th percentile	0.48801597
Maximum	22.528412
Range	67.336147
Interquartile range (IQR)	0.30948841

Descriptive statistics

Standard deviation	0.6244603
Coefficient of variation (CV)	-6.4206062 × 10¹¹
Kurtosis	440.08866
Mean	-9.7258775 × 10^-13
Median Absolute Deviation (MAD)	0.15449308
Skewness	-5.8751403
Sum	-2.7700116 × 10^-7
Variance	0.38995066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.140304302	77	< 0.1%
0.020674668	77	< 0.1%
0.354198094	62	< 0.1%
-0.072991079	60	< 0.1%
0.363484906	53	< 0.1%
-0.036584283	48	< 0.1%
-0.118597512	45	< 0.1%
-0.09254897	40	< 0.1%
-0.114069464	39	< 0.1%
0.103796606	36	< 0.1%
Other values (275601)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-44.8077352	1	< 0.1%
-36.66600007	1	< 0.1%
-32.828995	1	< 0.1%
-30.26972001	1	< 0.1%
-27.53364329	1	< 0.1%
-27.21543637	1	< 0.1%
-26.75111866	1	< 0.1%
-26.42974136	1	< 0.1%
-25.35674425	1	< 0.1%
-23.22201631	1	< 0.1%

Value	Count	Frequency (%)
22.52841169	1	< 0.1%
22.08354487	1	< 0.1%
20.8033441	1	< 0.1%
19.22816908	1	< 0.1%
19.00294182	1	< 0.1%
18.94673404	1	< 0.1%
18.36447227	1	< 0.1%
17.7684618	1	< 0.1%
17.75173056	1	< 0.1%
17.60663686	1	< 0.1%

V24
Real number (ℝ)

Distinct	275645
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4641486 × 10^-12

Minimum	-2.8366269
Maximum	4.5845491
Zeros	0
Zeros (%)	0.0%
Negative	127732
Negative (%)	44.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-2.8366269
5-th percentile	-1.1436623
Q1	-0.35458614
median	0.040976056
Q3	0.4395266
95-th percentile	0.86635763
Maximum	4.5845491
Range	7.4211761
Interquartile range (IQR)	0.79411274

Descriptive statistics

Standard deviation	0.60564707
Coefficient of variation (CV)	4.1365137 × 10¹¹
Kurtosis	0.6188708
Mean	1.4641486 × 10^-12
Median Absolute Deviation (MAD)	0.39713895
Skewness	-0.5524993
Sum	4.1699988 × 10^-7
Variance	0.36680837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.726211884	77	< 0.1%
0.357827249	77	< 0.1%
0.620709339	62	< 0.1%
1.01813597	60	< 0.1%
0.60482657	53	< 0.1%
0.529692768	48	< 0.1%
0.891479668	45	< 0.1%
-1.345663706	40	< 0.1%
0.9159356	39	< 0.1%
0.992125715	36	< 0.1%
Other values (275635)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.836626919	1	< 0.1%
-2.824848903	1	< 0.1%
-2.822683592	1	< 0.1%
-2.822383969	1	< 0.1%
-2.814897636	1	< 0.1%
-2.807896962	1	< 0.1%
-2.790479323	1	< 0.1%
-2.78961381	1	< 0.1%
-2.776600389	1	< 0.1%
-2.775669771	1	< 0.1%

Value	Count	Frequency (%)
4.584549137	1	< 0.1%
4.02286589	1	< 0.1%
4.016341817	1	< 0.1%
4.014444385	1	< 0.1%
3.998293678	1	< 0.1%
3.99064595	1	< 0.1%
3.979636646	1	< 0.1%
3.962197343	1	< 0.1%
3.957012821	1	< 0.1%
3.951679291	1	< 0.1%

V25
Real number (ℝ)

Distinct	275640
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.9872496 × 10^-13

Minimum	-10.295397
Maximum	7.5195887
Zeros	0
Zeros (%)	0.0%
Negative	139302
Negative (%)	48.9%
Memory size	2.2 MiB

Quantile statistics

Minimum	-10.295397
5-th percentile	-0.82502637
Q1	-0.31714505
median	0.016593502
Q3	0.35071556
95-th percentile	0.76069858
Maximum	7.5195887
Range	17.814986
Interquartile range (IQR)	0.66786062

Descriptive statistics

Standard deviation	0.52127807
Coefficient of variation (CV)	-7.4604186 × 10¹¹
Kurtosis	4.2904123
Mean	-6.9872496 × 10^-13
Median Absolute Deviation (MAD)	0.3339634
Skewness	-0.41579259
Sum	-1.9899926 × 10^-7
Variance	0.27173083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.366624307	77	< 0.1%
0.186422946	77	< 0.1%
-0.297137876	62	< 0.1%
0.663574772	60	< 0.1%
-0.264559586	53	< 0.1%
0.414685142	48	< 0.1%
0.730240364	45	< 0.1%
0.510304957	40	< 0.1%
0.73007304	39	< 0.1%
0.23373018	36	< 0.1%
Other values (275630)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.29539707	1	< 0.1%
-8.69662677	1	< 0.1%
-7.495741104	1	< 0.1%
-7.081325346	1	< 0.1%
-7.025783182	1	< 0.1%
-6.712623728	1	< 0.1%
-6.429333989	1	< 0.1%
-6.035054268	1	< 0.1%
-5.7852551	1	< 0.1%
-5.785209207	1	< 0.1%

Value	Count	Frequency (%)
7.519588679	1	< 0.1%
6.070850384	1	< 0.1%
5.852483571	1	< 0.1%
5.826159035	1	< 0.1%
5.541597595	1	< 0.1%
5.525092704	1	< 0.1%
5.521139565	1	< 0.1%
5.473885357	1	< 0.1%
5.376594958	1	< 0.1%
4.881207473	1	< 0.1%

V26
Real number (ℝ)

Distinct	275647
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.6178718 × 10^-13

Minimum	-2.6045506
Maximum	3.5173456
Zeros	0
Zeros (%)	0.0%
Negative	151720
Negative (%)	53.3%
Memory size	2.2 MiB

Quantile statistics

Minimum	-2.6045506
5-th percentile	-0.69734826
Q1	-0.32698393
median	-0.052139108
Q3	0.24095217
95-th percentile	0.92091543
Maximum	3.5173456
Range	6.1218962
Interquartile range (IQR)	0.5679361

Descriptive statistics

Standard deviation	0.48222701
Coefficient of variation (CV)	-8.5838023 × 10¹¹
Kurtosis	0.91900577
Mean	-5.6178718 × 10^-13
Median Absolute Deviation (MAD)	0.280448
Skewness	0.57669262
Sum	-1.599974 × 10^-7
Variance	0.23254289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.096544471	77	< 0.1%
-0.398827515	77	< 0.1%
0.166735634	62	< 0.1%
-0.671322844	60	< 0.1%
0.219670647	53	< 0.1%
0.735869652	48	< 0.1%
0.384013446	45	< 0.1%
-0.182673523	40	< 0.1%
0.383879418	39	< 0.1%
0.110373549	36	< 0.1%
Other values (275637)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.604550553	1	< 0.1%
-2.534329721	1	< 0.1%
-2.24162029	1	< 0.1%
-2.068560869	1	< 0.1%
-1.855355338	1	< 0.1%
-1.778061476	1	< 0.1%
-1.77357484	1	< 0.1%
-1.732917021	1	< 0.1%
-1.73200827	1	< 0.1%
-1.726927874	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.463245654	1	< 0.1%
3.415636243	1	< 0.1%
3.220178375	1	< 0.1%
3.155327473	1	< 0.1%
3.122747439	1	< 0.1%
3.119294529	1	< 0.1%
3.118588477	1	< 0.1%
3.116200102	1	< 0.1%
3.087444274	1	< 0.1%

V27
Real number (ℝ)

Distinct	275597
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3320807 × 10^-12

Minimum	-22.565679
Maximum	31.612198
Zeros	0
Zeros (%)	0.0%
Negative	141004
Negative (%)	49.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-22.565679
5-th percentile	-0.41524596
Q1	-0.070839529
median	0.001342146
Q3	0.09104512
95-th percentile	0.38774616
Maximum	31.612198
Range	54.177877
Interquartile range (IQR)	0.16188465

Descriptive statistics

Standard deviation	0.40363249
Coefficient of variation (CV)	1.2113527 × 10¹¹
Kurtosis	244.98924
Mean	3.3320807 × 10^-12
Median Absolute Deviation (MAD)	0.078260812
Skewness	-1.1702089
Sum	9.4899946 × 10^-7
Variance	0.16291919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.035866315	77	< 0.1%
0.027735122	77	< 0.1%
-0.06829901	62	< 0.1%
0.096800945	60	< 0.1%
-0.039209452	53	< 0.1%
-0.058232768	48	< 0.1%
-0.028465272	45	< 0.1%
0.107058302	40	< 0.1%
-0.031902304	39	< 0.1%
0.241305213	36	< 0.1%
Other values (275587)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22.56567932	1	< 0.1%
-9.895244048	1	< 0.1%
-9.845807693	1	< 0.1%
-9.793567905	1	< 0.1%
-9.544855375	1	< 0.1%
-9.543518336	1	< 0.1%
-9.390979796	1	< 0.1%
-8.878665148	2	< 0.1%
-8.839765802	2	< 0.1%
-8.703067823	1	< 0.1%

Value	Count	Frequency (%)
31.61219811	1	< 0.1%
12.15240111	1	< 0.1%
11.13573984	1	< 0.1%
10.50788435	1	< 0.1%
10.13559735	1	< 0.1%
9.879903026	1	< 0.1%
9.200882567	1	< 0.1%
8.932638749	1	< 0.1%
8.70897234	1	< 0.1%
8.254375597	1	< 0.1%

V28
Real number (ℝ)

Distinct	275558
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.5188732 × 10^-12

Minimum	-15.430084
Maximum	33.847808
Zeros	0
Zeros (%)	0.0%
Negative	125888
Negative (%)	44.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-15.430084
5-th percentile	-0.31784316
Q1	-0.052959793
median	0.011243832
Q3	0.078279955
95-th percentile	0.25608971
Maximum	33.847808
Range	49.277892
Interquartile range (IQR)	0.13123975

Descriptive statistics

Standard deviation	0.33008326
Coefficient of variation (CV)	-9.3803682 × 10¹⁰
Kurtosis	933.3975
Mean	-3.5188732 × 10^-12
Median Absolute Deviation (MAD)	0.065165689
Skewness	11.192091
Sum	-1.0022005 × 10^-6
Variance	0.10895496
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.018494573	77	< 0.1%
-0.060282151	77	< 0.1%
-0.029584703	62	< 0.1%
0.028696878	60	< 0.1%
-0.042786955	53	< 0.1%
-0.02665762	48	< 0.1%
0.036123309	45	< 0.1%
0.071818003	40	< 0.1%
0.029849341	39	< 0.1%
-0.020358638	36	< 0.1%
Other values (275548)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.43008391	1	< 0.1%
-11.71089564	1	< 0.1%
-9.617915452	1	< 0.1%
-8.6565699	1	< 0.1%
-8.478685643	1	< 0.1%
-8.464609243	1	< 0.1%
-8.424041001	1	< 0.1%
-8.412266628	1	< 0.1%
-8.364853332	1	< 0.1%
-8.33812262	1	< 0.1%

Value	Count	Frequency (%)
33.84780782	1	< 0.1%
22.62007222	1	< 0.1%
16.12960914	1	< 0.1%
15.94215098	1	< 0.1%
15.87047405	1	< 0.1%
15.86672079	1	< 0.1%
15.7696356	1	< 0.1%
15.7268066	1	< 0.1%
15.64913396	1	< 0.1%
15.63268866	1	< 0.1%

Amount
Real number (ℝ)

HIGH CORRELATION

Distinct	32767
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.349619

Minimum	0
Maximum	25691.16
Zeros	1825
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.92
Q1	5.6
median	22
Q3	77.165
95-th percentile	365
Maximum	25691.16
Range	25691.16
Interquartile range (IQR)	71.565

Descriptive statistics

Standard deviation	250.12011
Coefficient of variation (CV)	2.8310265
Kurtosis	845.09265
Mean	88.349619
Median Absolute Deviation (MAD)	20.22
Skewness	16.977724
Sum	25162590
Variance	62560.069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13688	4.8%
1.98	6044	2.1%
0.89	4872	1.7%
9.99	4747	1.7%
15	3280	1.2%
0.76	2998	1.1%
10	2950	1.0%
1.29	2892	1.0%
1.79	2623	0.9%
0.99	2304	0.8%
Other values (32757)	238409	83.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1825	0.6%
0.01	718	0.3%
0.02	85	< 0.1%
0.03	3	< 0.1%
0.04	11	< 0.1%
0.05	44	< 0.1%
0.06	3	< 0.1%
0.07	11	< 0.1%
0.08	10	< 0.1%
0.09	2	< 0.1%

Value	Count	Frequency (%)
25691.16	1	< 0.1%
19656.53	1	< 0.1%
18910	1	< 0.1%
12910.93	1	< 0.1%
11898.09	1	< 0.1%
11789.84	1	< 0.1%
10199.44	1	< 0.1%
10000	1	< 0.1%
8790.26	1	< 0.1%
8787	1	< 0.1%

Class
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0	284315
1	492

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	284807
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	284807	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	284807	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	284807	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Auto

Heatmap
Table

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class
Time	1.000	0.191	-0.006	-0.473	-0.142	0.226	-0.111	0.117	-0.104	0.018	0.015	-0.227	0.074	-0.045	-0.092	-0.205	0.002	-0.102	0.091	0.025	-0.120	0.097	0.133	0.149	-0.016	-0.259	0.000	-0.035	-0.143	-0.040	0.028
V1	0.191	1.000	-0.384	-0.412	0.101	-0.107	-0.087	-0.228	-0.236	0.139	0.232	0.014	0.003	0.048	-0.024	0.030	0.038	-0.058	-0.044	0.031	-0.210	-0.062	-0.029	0.145	-0.000	0.049	0.006	-0.105	-0.208	-0.087	0.146
V2	-0.006	-0.384	1.000	0.074	0.155	0.343	-0.110	0.426	0.007	-0.078	-0.212	-0.013	0.053	0.029	0.088	0.038	0.068	-0.002	0.011	0.002	0.041	-0.098	-0.056	-0.095	0.013	-0.086	0.034	0.129	0.138	-0.502	0.258
V3	-0.473	-0.412	0.074	1.000	0.061	-0.224	0.171	-0.075	0.164	-0.031	-0.071	0.056	-0.052	0.007	-0.131	0.051	-0.047	-0.035	-0.045	-0.015	0.108	-0.040	0.004	-0.140	-0.001	0.032	-0.017	0.141	0.180	-0.000	0.354
V4	-0.142	0.101	0.155	0.061	1.000	0.021	0.075	0.060	-0.010	0.105	0.026	-0.013	0.148	-0.025	0.099	0.053	-0.041	0.049	0.021	-0.018	-0.010	0.039	-0.005	0.010	-0.009	0.061	-0.064	-0.034	0.005	-0.022	0.373
V5	0.226	-0.107	0.343	-0.224	0.021	1.000	-0.008	0.432	-0.057	-0.057	-0.155	0.011	-0.049	0.020	0.035	-0.041	-0.008	-0.146	-0.016	0.012	0.057	-0.040	-0.011	-0.108	-0.023	-0.016	0.030	0.013	-0.028	-0.314	0.192
V6	-0.111	-0.087	-0.110	0.171	0.075	-0.008	1.000	-0.293	0.444	0.029	0.063	0.060	0.037	-0.004	-0.069	-0.046	-0.020	-0.027	0.052	0.032	0.053	0.035	0.040	-0.050	-0.135	-0.011	-0.024	0.074	0.020	0.205	0.000
V7	0.117	-0.228	0.426	-0.075	0.060	0.432	-0.293	1.000	-0.389	-0.100	-0.208	0.004	-0.044	-0.016	0.058	-0.051	-0.120	-0.147	-0.071	0.001	0.161	-0.022	-0.024	-0.186	-0.013	-0.046	0.017	-0.094	0.056	-0.030	0.305
V8	-0.104	-0.236	0.007	0.164	-0.010	-0.057	0.444	-0.389	1.000	-0.003	-0.121	0.053	0.106	-0.145	0.041	-0.017	0.090	0.075	0.067	-0.033	0.006	0.077	0.020	0.075	-0.025	-0.074	-0.008	0.190	0.090	0.004	0.196
V9	0.018	0.139	-0.078	-0.031	0.105	-0.057	0.029	-0.100	-0.003	1.000	-0.291	-0.031	0.103	-0.048	-0.031	-0.004	-0.032	-0.069	-0.015	0.003	-0.015	-0.066	0.002	0.074	-0.002	-0.023	0.027	-0.002	-0.104	-0.077	0.388
V10	0.015	0.232	-0.212	-0.071	0.026	-0.155	0.063	-0.208	-0.121	-0.291	1.000	0.034	-0.164	0.000	0.005	-0.027	-0.055	-0.148	-0.054	0.040	-0.087	-0.047	0.042	0.077	-0.008	-0.017	-0.027	-0.020	-0.131	0.055	0.551
V11	-0.227	0.014	-0.013	0.056	-0.013	0.011	0.060	0.004	0.053	-0.031	0.034	1.000	0.197	-0.035	0.151	-0.036	0.069	0.074	0.069	0.010	0.042	-0.001	0.001	0.031	-0.005	-0.005	-0.006	-0.026	-0.028	-0.044	0.614
V12	0.074	0.003	0.053	-0.052	0.148	-0.049	0.037	-0.044	0.106	0.103	-0.164	0.197	1.000	0.187	-0.053	-0.069	-0.118	-0.205	-0.066	0.020	0.014	0.031	-0.014	0.081	-0.002	0.003	0.012	0.029	-0.008	-0.039	0.662
V13	-0.045	0.048	0.029	0.007	-0.025	0.020	-0.004	-0.016	-0.145	-0.048	0.000	-0.035	0.187	1.000	-0.093	0.014	0.000	-0.017	-0.010	-0.006	0.101	-0.050	0.007	0.002	0.005	0.003	-0.004	0.004	-0.007	-0.006	0.008
V14	-0.092	-0.024	0.088	-0.131	0.099	0.035	-0.069	0.058	0.041	-0.031	0.005	0.151	-0.053	-0.093	1.000	0.019	-0.127	-0.165	-0.027	0.021	-0.106	0.084	-0.009	0.016	-0.022	0.036	-0.005	-0.091	-0.018	-0.005	0.665
V15	-0.205	0.030	0.038	0.051	0.053	-0.041	-0.046	-0.051	-0.017	-0.004	-0.027	-0.036	-0.069	0.014	0.019	1.000	0.014	-0.024	0.013	-0.055	0.095	0.032	0.002	0.032	0.023	0.011	-0.016	0.029	0.039	-0.072	0.007
V16	0.002	0.038	0.068	-0.047	-0.041	-0.008	-0.020	-0.120	0.090	-0.032	-0.055	0.069	-0.118	0.000	-0.127	0.014	1.000	-0.237	0.023	0.017	0.177	0.092	-0.045	0.045	-0.030	-0.015	0.042	-0.046	-0.010	-0.106	0.585
V17	-0.102	-0.058	-0.002	-0.035	0.049	-0.146	-0.027	-0.147	0.075	-0.069	-0.148	0.074	-0.205	-0.017	-0.165	-0.024	-0.237	1.000	-0.158	0.045	-0.017	-0.009	0.013	0.037	0.052	0.004	-0.009	0.046	0.065	0.054	0.691
V18	0.091	-0.044	0.011	-0.045	0.021	-0.016	0.052	-0.071	0.067	-0.015	-0.054	0.069	-0.066	-0.010	-0.027	0.013	0.023	-0.158	1.000	-0.004	-0.106	0.026	0.057	-0.109	-0.048	-0.006	-0.027	0.021	0.023	0.048	0.507
V19	0.025	0.031	0.002	-0.015	-0.018	0.012	0.032	0.001	-0.033	0.003	0.040	0.010	0.020	-0.006	0.021	-0.055	0.017	0.045	-0.004	1.000	0.233	-0.006	-0.012	-0.078	-0.056	0.004	-0.016	-0.019	-0.041	-0.009	0.077
V20	-0.120	-0.210	0.041	0.108	-0.010	0.057	0.053	0.161	0.006	-0.015	-0.087	0.042	0.014	0.101	-0.106	0.095	0.177	-0.017	-0.106	0.233	1.000	0.115	0.034	-0.195	0.041	0.045	0.047	0.104	0.275	0.201	0.017
V21	0.097	-0.062	-0.098	-0.040	0.039	-0.040	0.035	-0.022	0.077	-0.066	-0.047	-0.001	0.031	-0.050	0.084	0.032	0.092	-0.009	0.026	-0.006	0.115	1.000	0.677	-0.250	0.032	0.037	-0.040	-0.027	0.067	0.194	0.094
V22	0.133	-0.029	-0.056	0.004	-0.005	-0.011	0.040	-0.024	0.020	0.002	0.042	0.001	-0.014	0.007	-0.009	0.002	-0.045	0.013	0.057	-0.012	0.034	0.677	1.000	-0.239	0.015	0.029	-0.040	0.073	-0.037	0.080	0.106
V23	0.149	0.145	-0.095	-0.140	0.010	-0.108	-0.050	-0.186	0.075	0.074	0.077	0.031	0.081	0.002	0.016	0.032	0.045	0.037	-0.109	-0.078	-0.195	-0.250	-0.239	1.000	0.097	-0.426	-0.002	0.049	-0.069	-0.057	0.018
V24	-0.016	-0.000	0.013	-0.001	-0.009	-0.023	-0.135	-0.013	-0.025	-0.002	-0.008	-0.005	-0.002	0.005	-0.022	0.023	-0.030	0.052	-0.048	-0.056	0.041	0.032	0.015	0.097	1.000	0.001	0.005	-0.036	0.047	-0.013	0.009
V25	-0.259	0.049	-0.086	0.032	0.061	-0.016	-0.011	-0.046	-0.074	-0.023	-0.017	-0.005	0.003	0.003	0.036	0.011	-0.015	0.004	-0.006	0.004	0.045	0.037	0.029	-0.426	0.001	1.000	-0.053	-0.092	-0.052	0.023	0.022
V26	0.000	0.006	0.034	-0.017	-0.064	0.030	-0.024	0.017	-0.008	0.027	-0.027	-0.006	0.012	-0.004	-0.005	-0.016	0.042	-0.009	-0.027	-0.016	0.047	-0.040	-0.040	-0.002	0.005	-0.053	1.000	-0.163	-0.022	-0.067	0.002
V27	-0.035	-0.105	0.129	0.141	-0.034	0.013	0.074	-0.094	0.190	-0.002	-0.020	-0.026	0.029	0.004	-0.091	0.029	-0.046	0.046	0.021	-0.019	0.104	-0.027	0.073	0.049	-0.036	-0.092	-0.163	1.000	0.458	-0.127	0.041
V28	-0.143	-0.208	0.138	0.180	0.005	-0.028	0.020	0.056	0.090	-0.104	-0.131	-0.028	-0.008	-0.007	-0.018	0.039	-0.010	0.065	0.023	-0.041	0.275	0.067	-0.037	-0.069	0.047	-0.052	-0.022	0.458	1.000	0.010	0.031
Amount	-0.040	-0.087	-0.502	-0.000	-0.022	-0.314	0.205	-0.030	0.004	-0.077	0.055	-0.044	-0.039	-0.006	-0.005	-0.072	-0.106	0.054	0.048	-0.009	0.201	0.194	0.080	-0.057	-0.013	0.023	-0.067	-0.127	0.010	1.000	0.000
Class	0.028	0.146	0.258	0.354	0.373	0.192	0.000	0.305	0.196	0.388	0.551	0.614	0.662	0.008	0.665	0.007	0.585	0.691	0.507	0.077	0.017	0.094	0.106	0.018	0.009	0.022	0.002	0.041	0.031	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	0.0	-1.359807	-0.072781	2.536347	1.378155	-0.338321	0.462388	0.239599	0.098698	0.363787	0.090794	-0.551600	-0.617801	-0.991390	-0.311169	1.468177	-0.470401	0.207971	0.025791	0.403993	0.251412	-0.018307	0.277838	-0.110474	0.066928	0.128539	-0.189115	0.133558	-0.021053	149.62
1	0.0	1.191857	0.266151	0.166480	0.448154	0.060018	-0.082361	-0.078803	0.085102	-0.255425	-0.166974	1.612727	1.065235	0.489095	-0.143772	0.635558	0.463917	-0.114805	-0.183361	-0.145783	-0.069083	-0.225775	-0.638672	0.101288	-0.339846	0.167170	0.125895	-0.008983	0.014724	2.69
2	1.0	-1.358354	-1.340163	1.773209	0.379780	-0.503198	1.800499	0.791461	0.247676	-1.514654	0.207643	0.624501	0.066084	0.717293	-0.165946	2.345865	-2.890083	1.109969	-0.121359	-2.261857	0.524980	0.247998	0.771679	0.909412	-0.689281	-0.327642	-0.139097	-0.055353	-0.059752	378.66
3	1.0	-0.966272	-0.185226	1.792993	-0.863291	-0.010309	1.247203	0.237609	0.377436	-1.387024	-0.054952	-0.226487	0.178228	0.507757	-0.287924	-0.631418	-1.059647	-0.684093	1.965775	-1.232622	-0.208038	-0.108300	0.005274	-0.190321	-1.175575	0.647376	-0.221929	0.062723	0.061458	123.50
4	2.0	-1.158233	0.877737	1.548718	0.403034	-0.407193	0.095921	0.592941	-0.270533	0.817739	0.753074	-0.822843	0.538196	1.345852	-1.119670	0.175121	-0.451449	-0.237033	-0.038195	0.803487	0.408542	-0.009431	0.798278	-0.137458	0.141267	-0.206010	0.502292	0.219422	0.215153	69.99
5	2.0	-0.425966	0.960523	1.141109	-0.168252	0.420987	-0.029728	0.476201	0.260314	-0.568671	-0.371407	1.341262	0.359894	-0.358091	-0.137134	0.517617	0.401726	-0.058133	0.068653	-0.033194	0.084968	-0.208254	-0.559825	-0.026398	-0.371427	-0.232794	0.105915	0.253844	0.081080	3.67
6	4.0	1.229658	0.141004	0.045371	1.202613	0.191881	0.272708	-0.005159	0.081213	0.464960	-0.099254	-1.416907	-0.153826	-0.751063	0.167372	0.050144	-0.443587	0.002821	-0.611987	-0.045575	-0.219633	-0.167716	-0.270710	-0.154104	-0.780055	0.750137	-0.257237	0.034507	0.005168	4.99
7	7.0	-0.644269	1.417964	1.074380	-0.492199	0.948934	0.428118	1.120631	-3.807864	0.615375	1.249376	-0.619468	0.291474	1.757964	-1.323865	0.686133	-0.076127	-1.222127	-0.358222	0.324505	-0.156742	1.943465	-1.015455	0.057504	-0.649709	-0.415267	-0.051634	-1.206921	-1.085339	40.80
8	7.0	-0.894286	0.286157	-0.113192	-0.271526	2.669599	3.721818	0.370145	0.851084	-0.392048	-0.410430	-0.705117	-0.110452	-0.286254	0.074355	-0.328783	-0.210077	-0.499768	0.118765	0.570328	0.052736	-0.073425	-0.268092	-0.204233	1.011592	0.373205	-0.384157	0.011747	0.142404	93.20
9	9.0	-0.338262	1.119593	1.044367	-0.222187	0.499361	-0.246761	0.651583	0.069539	-0.736727	-0.366846	1.017614	0.836390	1.006844	-0.443523	0.150219	0.739453	-0.540980	0.476677	0.451773	0.203711	-0.246914	-0.633753	-0.120794	-0.385050	-0.069733	0.094199	0.246219	0.083076	3.68

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
284797	172782.0	-0.241923	0.712247	0.399806	-0.463406	0.244531	-1.343668	0.929369	-0.206210	0.106234	-0.284708	-0.612982	-0.066655	-0.732987	0.237948	-0.293959	-0.245496	-0.174846	-0.891169	-0.290491	-0.139512	-0.228876	-0.514376	0.279598	0.371441	-0.559238	0.113144	0.131507	0.081265	5.49
284798	172782.0	0.219529	0.881246	-0.635891	0.960928	-0.152971	-1.014307	0.427126	0.121340	-0.285670	-0.111640	-1.109232	-0.453235	-1.046946	1.122674	1.243518	-1.431897	0.939328	-0.002373	2.894952	0.006666	0.099936	0.337120	0.251791	0.057688	-1.508368	0.144023	0.181205	0.215243	24.05
284799	172783.0	-1.775135	-0.004235	1.189786	0.331096	1.196063	5.519980	-1.518185	2.080825	1.159498	-0.594242	-1.264072	0.453596	-0.243142	-0.858719	-0.766554	-0.644646	0.447184	0.388721	0.792135	0.348176	0.103302	0.654850	-0.348929	0.745323	0.704545	-0.127579	0.454379	0.130308	79.99
284800	172784.0	2.039560	-0.175233	-1.196825	0.234580	-0.008713	-0.726571	0.017050	-0.118228	0.435402	0.267772	0.523316	0.559047	-0.834660	0.626211	-0.541494	0.225361	-0.605252	-0.163049	0.561695	-0.256922	-0.268048	-0.717211	0.297930	-0.359769	-0.315610	0.201114	-0.080826	-0.075071	2.68
284801	172785.0	0.120316	0.931005	-0.546012	-0.745097	1.130314	-0.235973	0.812722	0.115093	-0.204064	-0.657422	0.644837	0.190916	-0.546329	-0.731707	-0.808036	0.599628	0.070441	0.373110	0.128904	0.000676	-0.314205	-0.808520	0.050343	0.102800	-0.435870	0.124079	0.217940	0.068803	2.69
284802	172786.0	-11.881118	10.071785	-9.834783	-2.066656	-5.364473	-2.606837	-4.918215	7.305334	1.914428	4.356170	-1.593105	2.711941	-0.689256	4.626942	-0.924459	1.107641	1.991691	0.510632	-0.682920	1.475829	0.213454	0.111864	1.014480	-0.509348	1.436807	0.250034	0.943651	0.823731	0.77
284803	172787.0	-0.732789	-0.055080	2.035030	-0.738589	0.868229	1.058415	0.024330	0.294869	0.584800	-0.975926	-0.150189	0.915802	1.214756	-0.675143	1.164931	-0.711757	-0.025693	-1.221179	-1.545556	0.059616	0.214205	0.924384	0.012463	-1.016226	-0.606624	-0.395255	0.068472	-0.053527	24.79
284804	172788.0	1.919565	-0.301254	-3.249640	-0.557828	2.630515	3.031260	-0.296827	0.708417	0.432454	-0.484782	0.411614	0.063119	-0.183699	-0.510602	1.329284	0.140716	0.313502	0.395652	-0.577252	0.001396	0.232045	0.578229	-0.037501	0.640134	0.265745	-0.087371	0.004455	-0.026561	67.88
284805	172788.0	-0.240440	0.530483	0.702510	0.689799	-0.377961	0.623708	-0.686180	0.679145	0.392087	-0.399126	-1.933849	-0.962886	-1.042082	0.449624	1.962563	-0.608577	0.509928	1.113981	2.897849	0.127434	0.265245	0.800049	-0.163298	0.123205	-0.569159	0.546668	0.108821	0.104533	10.00
284806	172792.0	-0.533413	-0.189733	0.703337	-0.506271	-0.012546	-0.649617	1.577006	-0.414650	0.486180	-0.915427	-1.040458	-0.031513	-0.188093	-0.084316	0.041333	-0.302620	-0.660377	0.167430	-0.256117	0.382948	0.261057	0.643078	0.376777	0.008797	-0.473649	-0.818267	-0.002415	0.013649	217.00

Most frequently occurring

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class	# duplicates
723	163152.0	-1.203617	1.574009	2.889277	3.381404	1.538663	3.698747	0.560211	-0.150911	0.124136	4.220998	1.384569	-0.706897	-0.256274	-1.562583	1.692915	-0.787338	-0.226776	-0.412354	0.234322	1.385597	-0.366727	0.522223	-0.357329	-0.870174	-0.134166	0.327019	-0.042648	-0.855262	1.51	0	18
724	163152.0	-1.196037	1.585949	2.883976	3.378471	1.511706	3.717077	0.585362	-0.156001	0.122648	4.217934	1.385525	-0.709405	-0.256168	-1.564352	1.693218	-0.785210	-0.228008	-0.412833	0.234834	1.375790	-0.370294	0.524395	-0.355170	-0.869790	-0.133198	0.327804	-0.035702	-0.858197	7.56	0	18
146	43153.0	-2.086016	2.203265	1.654339	2.941050	-1.683045	0.529728	-1.352162	1.793449	-0.723686	0.600365	-0.982212	-0.551636	-1.337000	0.834403	1.251862	0.033455	1.067978	0.160510	0.213087	0.079002	0.216444	0.567241	-0.035345	0.370201	0.157378	0.440341	0.210230	0.090558	0.76	0	9
766	170731.0	2.033492	0.766969	-2.107555	3.631952	1.348594	-0.499907	0.945159	-0.286392	-1.370581	1.653073	-1.600434	-1.510901	-2.143280	1.189850	-0.875588	0.175808	-0.419433	-0.464717	-1.414528	-0.430560	0.241894	0.658545	-0.102644	0.580535	0.643637	0.347240	-0.116618	-0.078601	0.76	0	9
281	68207.0	-13.192671	12.785971	-9.906650	3.320337	-4.801176	5.760059	-18.750889	-37.353443	-0.391540	-5.052502	4.406806	-4.610756	-1.909488	-9.072711	-0.226074	-6.211557	-6.248145	-3.149247	0.051576	-3.493050	27.202839	-8.887017	5.303607	-0.639435	0.263203	-0.108877	1.269566	0.939407	1.00	1	6
250	64947.0	-6.378440	3.293830	1.730572	-1.586493	0.203319	0.213103	2.941403	-3.415646	7.938980	11.519106	3.022639	-0.778760	-1.140137	-5.798989	0.405939	-1.725896	-2.374682	-0.528987	-0.100571	2.954298	-1.610576	0.385227	-0.366595	0.479819	0.153885	-0.536129	-4.795220	-3.693525	5.96	0	5
251	64947.0	-6.373391	3.301783	1.727041	-1.588447	0.185362	0.225313	2.958156	-3.419036	7.937988	11.517065	3.023275	-0.780431	-1.140067	-5.800167	0.406141	-1.724479	-2.375503	-0.529306	-0.100230	2.947765	-1.612952	0.386673	-0.365157	0.480075	0.154530	-0.535606	-4.790593	-3.695480	9.99	0	5
252	64947.0	-6.370459	3.306401	1.724991	-1.589581	0.174936	0.232403	2.967884	-3.421005	7.937413	11.515880	3.023644	-0.781401	-1.140026	-5.800852	0.406259	-1.723657	-2.375979	-0.529492	-0.100033	2.943972	-1.614332	0.387513	-0.364322	0.480224	0.154904	-0.535302	-4.787907	-3.696616	12.33	0	5
253	64947.0	-6.342969	3.349697	1.705767	-1.600219	0.077178	0.298877	3.059092	-3.439462	7.932015	11.504768	3.027109	-0.790496	-1.139641	-5.807267	0.407360	-1.715942	-2.380449	-0.531228	-0.098178	2.908407	-1.627268	0.395387	-0.356491	0.481618	0.158414	-0.532454	-4.762716	-3.707261	34.27	0	5
254	64947.0	-6.327870	3.373477	1.695209	-1.606061	0.023487	0.335386	3.109186	-3.449599	7.929051	11.498665	3.029011	-0.795491	-1.139430	-5.810791	0.407965	-1.711705	-2.382903	-0.532182	-0.097159	2.888874	-1.634373	0.399711	-0.352190	0.482383	0.160342	-0.530889	-4.748881	-3.713108	46.32	0	5

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring